Graph Generation on ExplaGraphs (dev)
88.19SABART-Large
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BART-LargeBackbone=BART-Large2023.06 | 88.19 | 36.43 | 26.13 | 28.42 | 0.74 | 20.77 | |
| BART-Large + Link PredictionBackbone=BART-Large, Strategy=Link Prediction2023.06 | 88.19 | 40.45 | 31.82 | 28.39 | 0.71 | 14.63 | |
| BART-Large + Tail PredictionBackbone=BART-Large, Strategy=Tail Prediction2023.06 | 88.19 | 41.21 | 32.04 | 29.15 | 0.71 | 22.54 | |
| EG3PBackbone=BART-Large2023.06 | 88.19 | 48.99 | 37.43 | 38.73 | 0.65 | 25.03 | |
| T5-BaseBackbone=T5-Base2022.04 | 86.2 | 35.4 | 15.5 | 27.7 | 0.75 | 19.8 | |
| T5-LargeBackbone=T5-Large2022.04 | 86.2 | 46.5 | 31.6 | 36.8 | 0.66 | 26.8 | |
| Generate & RefineBackbone=T5-Large2022.04 | 86.2 | 46.8 | 34.4 | 37.2 | 0.66 | 27.2 | |
| Pos Data AugBackbone=T5-Large, Strategy=Positive Data Augmentation2022.04 | 86.2 | 50 | 37.6 | 39.6 | 0.64 | 28.4 | |
| Max-marginBackbone=T5-Large, mixing ratio (alpha)=1, margin (beta)=12022.04 | 86.2 | 49.5 | 38.4 | 39.4 | 0.64 | 26.1 | |
| ContrastiveBackbone=T5-Large, mixing ratio (alpha)=0.12022.04 | 86.2 | 52.7 | 37.9 | 41.7 | 0.62 | 29.8 | |
| BART-BaseBackbone=BART-Base2023.06 | 86.2 | 21.6 | 11 | 16.1 | 0.85 | 10.3 |